Sequential Recommendation on Sports (Comprehensive Ranking Metrics)
0.037Recall@5FACL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| FACL2026.01 | 0.037 | — | 0.0548 | 0.0235 | 0.0296 | — | — | — | — | — | |
| RCL2026.01 | 0.0354 | — | 0.0528 | 0.0227 | 0.0287 | — | — | — | — | — | |
| ACERecID Type=Semantic ID-based2026.02 | 0.0341 | — | 0.0493 | 0.0231 | 0.028 | — | — | — | — | — | |
| BSARec2026.01 | 0.0331 | — | 0.0505 | 0.0212 | 0.027 | — | — | — | — | — | |
| DuoRec2026.01 | 0.0326 | — | 0.0498 | 0.0208 | 0.0262 | — | — | — | — | — | |
| FAIR2025.12 | 0.0317 | — | 0.0455 | 0.0224 | 0.0268 | — | — | — | — | — | |
| CT4Rec2026.01 | 0.0311 | — | 0.0479 | 0.0189 | 0.026 | — | — | — | — | — | |
| RPGCategory=Generative2025.12 | 0.0294 | — | 0.0419 | 0.0201 | 0.0241 | — | — | — | — | — | |
| CoSeRec2026.01 | 0.0292 | — | 0.0458 | 0.0199 | 0.0244 | — | — | — | — | — | |
| RPGID Type=Semantic ID-based2026.02 | 0.0292 | — | 0.0435 | 0.0196 | 0.0242 | — | — | — | — | — | |
| ActionPieceID Type=Semantic ID-based2026.02 | 0.0285 | — | 0.0441 | 0.0187 | 0.0238 | — | — | — | — | — | |
| ELCRecID Type=Item ID-based2026.02 | 0.0276 | — | 0.0414 | 0.018 | 0.0225 | — | — | — | — | — | |
| ICLRecID Type=Item ID-based2026.02 | 0.0274 | — | 0.0426 | 0.0179 | 0.0228 | — | — | — | — | — | |
| TIGERCategory=Generative2025.12 | 0.0264 | — | 0.04 | 0.0181 | 0.0225 | — | — | — | — | — | |
| TIGERID Type=Semantic ID-based2026.02 | 0.0264 | — | 0.04 | 0.0181 | 0.0225 | — | — | — | — | — | |
| HSTUCategory=Generative2025.12 | 0.0258 | — | 0.0414 | 0.0165 | 0.0215 | — | — | — | — | — | |
| S3-RecCategory=Traditional2025.12 | 0.0251 | — | 0.0385 | 0.0161 | 0.0204 | — | — | — | — | — | |
| S^3-RecID Type=Item ID-based2026.02 | 0.0251 | — | 0.0385 | 0.0161 | 0.0204 | — | — | — | — | — | |
| ETEGRecID Type=Semantic ID-based2026.02 | 0.0248 | — | 0.0404 | 0.0159 | 0.0209 | — | — | — | — | — | |
| SASRecCategory=Traditional2025.12 | 0.0233 | — | 0.035 | 0.0154 | 0.0192 | — | — | — | — | — | |
| SASRecID Type=Item ID-based2026.02 | 0.0233 | — | 0.035 | 0.0154 | 0.0192 | — | — | — | — | — | |
| CL4SRec2026.01 | 0.0227 | — | 0.0374 | 0.0149 | 0.0194 | — | — | — | — | — | |
| SASRec2026.01 | 0.0218 | — | 0.0336 | 0.0127 | 0.0169 | — | — | — | — | — | |
| VQ-RecCategory=Generative2025.12 | 0.0208 | — | 0.03 | 0.0144 | 0.0173 | — | — | — | — | — | |
| HGNCategory=Traditional2025.12 | 0.0189 | — | 0.0313 | 0.012 | 0.0159 | — | — | — | — | — | |
| HGNID Type=Item ID-based2026.02 | 0.0189 | — | 0.0313 | 0.012 | 0.0159 | — | — | — | — | — | |
| SASRecRecommendation Paradigm=Sequential Recommendation2026.02 | 0.0184 | 0.0016 | 0.0289 | 0.0103 | 0.0136 | 0.0076 | 0.0089 | — | — | — | |
| FDSACategory=Traditional2025.12 | 0.0182 | — | 0.0288 | 0.0122 | 0.0156 | — | — | — | — | — | |
| MSCGRecRecommendation Paradigm=Generative Recommendation2026.02 | 0.0175 | 0.0053 | 0.0272 | 0.0114 | 0.0145 | 0.0094 | 0.0106 | — | — | — | |
| FDSARecommendation Paradigm=Sequential Recommendation2026.02 | 0.017 | 0.0051 | 0.0269 | 0.0111 | 0.0143 | 0.0091 | 0.0104 | — | — | — | |
| ETEGRecRecommendation Paradigm=Generative Recommendation2026.02 | 0.0169 | 0.0051 | 0.0262 | 0.011 | 0.014 | 0.0091 | 0.0103 | — | — | — | |
| CoSTRecommendation Paradigm=Generative Recommendation2026.02 | 0.0143 | 0.0044 | 0.0219 | 0.0094 | 0.0118 | 0.0077 | 0.0087 | — | — | — | |
| TIGERtRecommendation Paradigm=Generative Recommendation, Modality=Text2026.02 | 0.0142 | 0.0045 | 0.0218 | 0.0094 | 0.0118 | 0.0078 | 0.0088 | — | — | — | |
| LETTERRecommendation Paradigm=Generative Recommendation2026.02 | 0.0141 | 0.0045 | 0.0212 | 0.0093 | 0.0116 | 0.0077 | 0.0087 | — | — | — | |
| RecJPQCategory=Generative2025.12 | 0.0141 | — | 0.022 | 0.0076 | 0.0102 | — | — | — | — | — | |
| GRU4RecRecommendation Paradigm=Sequential Recommendation2026.02 | 0.0134 | 0.0039 | 0.0217 | 0.0087 | 0.0114 | 0.0072 | 0.0083 | — | — | — | |
| GRU4RECCategory=Traditional2025.12 | 0.0129 | — | 0.0204 | 0.0086 | 0.011 | — | — | — | — | — | |
| BERT4RecRecommendation Paradigm=Sequential Recommendation2026.02 | 0.0124 | 0.0036 | 0.0197 | 0.008 | 0.0103 | 0.0065 | 0.0075 | — | — | — | |
| MQL4GRecRecommendation Paradigm=Generative Recommendation2026.02 | 0.0123 | 0.004 | 0.0206 | 0.0082 | 0.0108 | 0.0068 | 0.0079 | — | — | — | |
| CaserCategory=Traditional2025.12 | 0.0116 | — | 0.0194 | 0.0072 | 0.0097 | — | — | — | — | — | |
| BERT4RecCategory=Traditional2025.12 | 0.0115 | — | 0.0191 | 0.0075 | 0.0099 | — | — | — | — | — | |
| CaserRecommendation Paradigm=Sequential Recommendation2026.02 | 0.0092 | 0.0026 | 0.0152 | 0.0059 | 0.0078 | 0.0048 | 0.0056 | — | — | — | |
| TIGERiRecommendation Paradigm=Generative Recommendation, Modality=Image2026.02 | 0.0082 | 0.0025 | 0.0127 | 0.0053 | 0.0068 | 0.0044 | 0.005 | — | — | — |